| Laplace HypoPINN: Physics-Informed Neural Network for hypocenter localization and its predictive uncertainty M Izzatullah, IE Yildirim, UB Waheed, T Alkhalifah Machine Learning: Science and Technology 3 (4), 045001, 2022 | 23 | 2022 |
| Laplace HypoPINN: Physics-Informed Neural Network for hypocenter localization and its predictive uncertainty M Izzatullah, IE Yildirim, UB Waheed, T Alkhalifah arXiv preprint arXiv:2205.14439, 2022 | 23 | 2022 |
| Cubic spline interpolation for petroleum engineering data SAA Karim, MAM Rosli, MIM Mustafa Applied mathematical sciences 8 (102), 5083-5098, 2014 | 21 | 2014 |
| Bayesian seismic inversion: a fast sampling Langevin dynamics Markov chain Monte Carlo method M Izzatullah, T Van Leeuwen, D Peter Geophysical Journal International 227 (3), 1523-1553, 2021 | 20 | 2021 |
| Bayesian uncertainty estimation for full waveform inversion: A numerical study M Izzatullah, T van Leeuwen, D Peter SEG International Exposition and Annual Meeting, D043S131R001, 2019 | 19 | 2019 |
| Posterior sampling with CNN-based, Plug-and-Play regularization with applications to Post-Stack Seismic Inversion M Izzatullah, T Alkhalifah, J Romero, M Corrales, N Luiken, M Ravasi arXiv preprint arXiv:2212.14595, 2022 | 9 | 2022 |
| Bayes meets Tikhonov: understanding uncertainty within Gaussian framework for seismic inversion M Izzatullah, D Peter, S Kabanikhin, M Shishlenin Advanced Methods for Processing and Visualizing the Renewable Energy: A New …, 2021 | 9 | 2021 |
| Bayesian seismic inversion: Measuring Langevin MCMC sample quality with kernels M Izzatullah, R Baptista, L Mackey, Y Marzouk, D Peter SEG international exposition and annual meeting, D031S034R003, 2020 | 8 | 2020 |
| Physics‐reliable frugal local uncertainty analysis for full waveform inversion M Izzatullah, A Alali, M Ravasi, T Alkhalifah Geophysical Prospecting, 2024 | 7 | 2024 |
| Predictive Uncertainty Quantification for Bayesian Physics-Informed Neural Network (PINN) in Hypocentre Estimation Problem M Izzatullah, IE Yildirim, UB Waheed, T Alkhalifah 83rd EAGE Annual Conference & Exhibition 2022 (1), 1-5, 2022 | 7 | 2022 |
| Gauss-Newton and L-BFGS Methods in Full Waveform Inversion (FWI) SA Abdul Karim, M Iqbal, A Shafie, M Izzatullah Proceedings of the 6th International Conference on Fundamental and Applied …, 2021 | 6 | 2021 |
| Plug-and-Play Stein variational gradient descent for Bayesian post-stack seismic inversion M Izzatullah, T Alkhalifah, J Romero, M Corrales, N Luiken, M Ravasi 84th EAGE Annual Conference & Exhibition 2023 (1), 1-5, 2023 | 5 | 2023 |
| PINNHypo: Hypocenter Localization Using Physics Informed Neural Networks IE Yildirim, UB Waheed, M Izzatullah, T Alkhalifah 83rd EAGE Annual Conference & Exhibition 2022 (1), 1-5, 2022 | 5 | 2022 |
| Frugal uncertainty analysis for full waveform inversion M Izzatullah, M Ravasi, T Alkhalifah 84th EAGE Annual Conference & Exhibition 2023 (1), 1-5, 2023 | 4 | 2023 |
| Physics reliable frugal uncertainty analysis for full waveform inversion M Izzatullah, M Ravasi, T Alkhalifah arXiv preprint arXiv:2305.07921, 2023 | 4 | 2023 |
| Bayesian RockAVO: Direct petrophysical inversion with Hierarchical Conditional GANs M Corrales, M Izzatullah, M Ravasi, H Hoteit Second International Meeting for Applied Geoscience & Energy, 2253-2257, 2022 | 4 | 2022 |
| Langevin dynamics Markov Chain Monte Carlo solution for seismic inversion M Izzatullah, T van Leeuwen, D Peter 82nd EAGE Annual Conference & Exhibition 2021 (1), 1-5, 2021 | 4 | 2021 |
| An overview on deep learning techniques in solving partial differential equations RB Yunus, SA Abdul Karim, A Shafie, M Izzatullah, A Kherd, MK Hasan, ... Intelligent Systems Modeling and Simulation II: Machine Learning, Neural …, 2022 | 3 | 2022 |
| A Wasserstein GAN with Gradient Penalty for 3D Porous Media Generation M Corrales, M Izzatullah, H Hoteit, M Ravasi Second EAGE Subsurface Intelligence Workshop 2022 (1), 1-5, 2022 | 3 | 2022 |
| -FWI: Robust full-waveform inversion with Fourier-based metric M Izzatullah, T Alkhalifah arXiv preprint arXiv:2205.09234, 2022 | 3 | 2022 |
Tariq ALKHALIFAHProfessor of Geophysics, KAUSTVerified email at kaust.edu.sa